{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "4e1be157-c1d8-471b-8f22-5ebdc6840cf7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "import pywt\n",
    "\n",
    "img = pywt.data.camera().astype(float)\n",
    "\n",
    "# Fully separable transform\n",
    "fswavedecn_result = pywt.fswavedecn(img, 'db2', 'periodization', levels=4)\n",
    "\n",
    "# Standard DWT\n",
    "coefs = pywt.wavedec2(img, 'db2', 'periodization', level=4)\n",
    "# convert DWT coefficients to a 2D array\n",
    "mallat_array, mallat_slices = pywt.coeffs_to_array(coefs)\n",
    "\n",
    "\n",
    "fig, (ax1, ax2) = plt.subplots(1, 2)\n",
    "\n",
    "ax1.imshow(np.abs(mallat_array)**0.25,\n",
    "           cmap=plt.cm.gray,\n",
    "           interpolation='nearest')\n",
    "ax1.set_axis_off()\n",
    "ax1.set_title('Mallat decomposition\\n(wavedec2)')\n",
    "\n",
    "ax2.imshow(np.abs(fswavedecn_result.coeffs)**0.25,\n",
    "           cmap=plt.cm.gray,\n",
    "           interpolation='nearest')\n",
    "ax2.set_axis_off()\n",
    "ax2.set_title('Fully separable decomposition\\n(fswt)')\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "851b64a5-3db6-4192-98e2-f978bd15a113",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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